{"nbformat":4,"nbformat_minor":0,"metadata":{"accelerator":"GPU","colab":{"name":"linear_classifier.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.5"},"widgets":{"application/vnd.jupyter.widget-state+json":{"c31035d1e35f4f85baac3aef4bf7a9ae":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","state":{"_view_name":"HBoxView","_dom_classes":[],"_model_name":"HBoxModel","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.5.0","box_style":"","layout":"IPY_MODEL_96fa2b5eeef44e468d64008c91b925a8","_model_module":"@jupyter-widgets/controls","children":["IPY_MODEL_4844d6068f424f22a0c399e8550c9622","IPY_MODEL_85d5188b9a5145b0a7aca694ac27fd0b"]}},"96fa2b5eeef44e468d64008c91b925a8":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"4844d6068f424f22a0c399e8550c9622":{"model_module":"@jupyter-widgets/controls","model_name":"FloatProgressModel","state":{"_view_name":"ProgressView","style":"IPY_MODEL_2ba2158e60704a5f9abf9151ad247d93","_dom_classes":[],"description":"","_model_name":"FloatProgressModel","bar_style":"info","max":1,"_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":1,"_view_count":null,"_view_module_version":"1.5.0","orientation":"horizontal","min":0,"description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_4b0f8e1600ba44268712fe534272f895"}},"85d5188b9a5145b0a7aca694ac27fd0b":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","state":{"_view_name":"HTMLView","style":"IPY_MODEL_7f8f0dae5f5748b3bc9cb2785b6e114e","_dom_classes":[],"description":"","_model_name":"HTMLModel","placeholder":"​","_view_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","value":" 170500096/? [00:20&lt;00:00, 50737375.00it/s]","_view_count":null,"_view_module_version":"1.5.0","description_tooltip":null,"_model_module":"@jupyter-widgets/controls","layout":"IPY_MODEL_8497e0439ce04a7693121e984bf5b148"}},"2ba2158e60704a5f9abf9151ad247d93":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","state":{"_view_name":"StyleView","_model_name":"ProgressStyleModel","description_width":"initial","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","bar_color":null,"_model_module":"@jupyter-widgets/controls"}},"4b0f8e1600ba44268712fe534272f895":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}},"7f8f0dae5f5748b3bc9cb2785b6e114e":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","state":{"_view_name":"StyleView","_model_name":"DescriptionStyleModel","description_width":"","_view_module":"@jupyter-widgets/base","_model_module_version":"1.5.0","_view_count":null,"_view_module_version":"1.2.0","_model_module":"@jupyter-widgets/controls"}},"8497e0439ce04a7693121e984bf5b148":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","state":{"_view_name":"LayoutView","grid_template_rows":null,"right":null,"justify_content":null,"_view_module":"@jupyter-widgets/base","overflow":null,"_model_module_version":"1.2.0","_view_count":null,"flex_flow":null,"width":null,"min_width":null,"border":null,"align_items":null,"bottom":null,"_model_module":"@jupyter-widgets/base","top":null,"grid_column":null,"overflow_y":null,"overflow_x":null,"grid_auto_flow":null,"grid_area":null,"grid_template_columns":null,"flex":null,"_model_name":"LayoutModel","justify_items":null,"grid_row":null,"max_height":null,"align_content":null,"visibility":null,"align_self":null,"height":null,"min_height":null,"padding":null,"grid_auto_rows":null,"grid_gap":null,"max_width":null,"order":null,"_view_module_version":"1.2.0","grid_template_areas":null,"object_position":null,"object_fit":null,"grid_auto_columns":null,"margin":null,"display":null,"left":null}}}}},"cells":[{"cell_type":"markdown","metadata":{"id":"vTOX0d3cmLQf"},"source":["# EECS 498-007/598-005 Assignment 2-1: Linear Classifiers\n","\n","Before we start, please put your name and UMID in following format\n","\n",": Firstname LASTNAME, #00000000   //   e.g.) Justin JOHNSON, #12345678"]},{"cell_type":"markdown","metadata":{"id":"tt7vq1h6mRto"},"source":["**Your Answer:**   \n","Your NAME, #XXXXXXXX"]},{"cell_type":"markdown","metadata":{"id":"FrfeHl_-m4V-"},"source":["## Setup Code\n","Before getting started, we need to run some boilerplate code to set up our environment, same as Assignment 1. You'll need to rerun this setup code each time you start the notebook.\n","\n","First, run this cell load the autoreload extension. This allows us to edit .py source files, and re-import them into the notebook for a seamless editing and debugging experience."]},{"cell_type":"code","metadata":{"id":"VyQblYp0nEZq","executionInfo":{"status":"ok","timestamp":1611467972940,"user_tz":480,"elapsed":337,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}}},"source":["%load_ext autoreload\n","%autoreload 2"],"execution_count":1,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Q7ymI0aZ2W1b"},"source":["### Google Colab Setup\n","Next we need to run a few commands to set up our environment on Google Colab. If you are running this notebook on a local machine you can skip this section.\n","\n","Run the following cell to mount your Google Drive. Follow the link, sign in to your Google account (the same account you used to store this notebook!) and copy the authorization code into the text box that appears below."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"c_LLpLyC2eau","executionInfo":{"status":"ok","timestamp":1611467996796,"user_tz":480,"elapsed":24183,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"d0da08cb-f4a4-4dd5-e0cb-07778dc062c0"},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"mbq-UT8J2mnv"},"source":["Now recall the path in your Google Drive where you uploaded this notebook, fill it in below. If everything is working correctly then running the folowing cell should print the filenames from the assignment:\n","\n","```\n","['two_layer_net.ipynb', 'eecs598', 'two_layer_net.py', 'linear_classifier.py', 'linear_classifier.ipynb', 'a2_helpers.py']\n","```"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WcrhTOZW243H","executionInfo":{"status":"ok","timestamp":1611467999902,"user_tz":480,"elapsed":716,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"a2efa769-00a4-4747-cb73-6fe1b1f9f47d"},"source":["import os\n","\n","# TODO: Fill in the Google Drive path where you uploaded the assignment\n","# Example: If you create a 2020FA folder and put all the files under A2 folder, then '2020FA/A2'\n","# GOOGLE_DRIVE_PATH_AFTER_MYDRIVE = '2020FA/A2'\n","GOOGLE_DRIVE_PATH_AFTER_MYDRIVE = 'EECS498-007/A2'\n","GOOGLE_DRIVE_PATH = os.path.join('drive', 'My Drive', GOOGLE_DRIVE_PATH_AFTER_MYDRIVE)\n","print(os.listdir(GOOGLE_DRIVE_PATH))"],"execution_count":3,"outputs":[{"output_type":"stream","text":["['two_layer_net.py', 'linear_classifier.py', 'a2_helpers.py', 'two_layer_net.ipynb', 'eecs598', 'linear_classifier.ipynb']\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"xegb0uDA232J"},"source":["Once you have successfully mounted your Google Drive and located the path to this assignment, run th following cell to allow us to import from the `.py` files of this assignment. If it works correctly, it should print the message:\n","\n","```\n","Hello from linear_classifier.py!\n","```\n","\n","as well as the last edit time for the file `linear_classifier.py`."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AhGQF5sw3Fas","executionInfo":{"status":"ok","timestamp":1611468005193,"user_tz":480,"elapsed":4215,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"182257d3-49c6-4106-c964-7c22268146ed"},"source":["import sys\n","sys.path.append(GOOGLE_DRIVE_PATH)\n","\n","import time, os\n","os.environ[\"TZ\"] = \"US/Eastern\"\n","time.tzset()\n","\n","from linear_classifier import hello_linear_classifier\n","hello_linear_classifier()\n","\n","linear_classifier_path = os.path.join(GOOGLE_DRIVE_PATH, 'linear_classifier.py')\n","linear_classifier_edit_time = time.ctime(os.path.getmtime(linear_classifier_path))\n","print('linear_classifier.py last edited on %s' % linear_classifier_edit_time)"],"execution_count":4,"outputs":[{"output_type":"stream","text":["Hello from linear_classifier.py!\n","linear_classifier.py last edited on Tue Sep 15 21:45:50 2020\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"ynKS05gJ4iBo"},"source":["# Data preprocessing"]},{"cell_type":"markdown","metadata":{"id":"fN1SShPR4lJV"},"source":["## Setup code\n","Run some setup code for this notebook: Import some useful packages and increase the default figure size."]},{"cell_type":"code","metadata":{"id":"VUCKw4Tl1ddj","executionInfo":{"status":"ok","timestamp":1611468013921,"user_tz":480,"elapsed":2929,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}}},"source":["import eecs598\n","import torch\n","import torchvision\n","import matplotlib.pyplot as plt\n","import statistics\n","import random\n","import time\n","import math\n","%matplotlib inline\n","\n","\n","plt.rcParams['figure.figsize'] = (10.0, 8.0)\n","plt.rcParams['font.size'] = 16"],"execution_count":5,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"lhqpd2IN2O-K"},"source":["Starting in this assignment, we will use the GPU to accelerate our computation. Run this cell to make sure you are using a GPU."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SGDxdBIMRX6b","executionInfo":{"status":"ok","timestamp":1611468014840,"user_tz":480,"elapsed":334,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"f561741e-6a88-4654-c8b3-715b7dac08cc"},"source":["if torch.cuda.is_available:\n","  print('Good to go!')\n","else:\n","  print('Please set GPU via Edit -> Notebook Settings.')"],"execution_count":6,"outputs":[{"output_type":"stream","text":["Good to go!\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"-Yv3zQYw5B3s"},"source":["## Load the CIFAR-10 dataset\n","Then, we will first load the CIFAR-10 dataset, same as knn. The utility function `eecs598.data.preprocess_cifar10()` returns the entire CIFAR-10 dataset as a set of six **Torch tensors**:\n","\n","- `X_train` contains all training images (real numbers in the range $[0, 1]$)\n","- `y_train` contains all training labels (integers in the range $[0, 9]$)\n","- `X_val` contains all validation images\n","- `y_val` contains all validation labels\n","- `X_test` contains all test images\n","- `y_test` contains all test labels\n","\n","In this notebook we will use the **bias trick**: By adding an extra constant feature of ones to each image, we avoid the need to keep track of a bias vector; the bias will be encoded as the part of the weight matrix that interacts with the constant ones in the input.\n","\n","In the `two_layer_net.ipynb` notebook that follows this one, we will not use the bias trick.\n","\n","We can learn more about the `eecs598.data.preprocess_cifar10` function by invoking the `help` command:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"V2mFlFmQ1ddm","executionInfo":{"status":"ok","timestamp":1611468017957,"user_tz":480,"elapsed":346,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"0738d5dc-3b7a-45bc-b4ab-960ad37068c5"},"source":["import eecs598\n","help(eecs598.data.preprocess_cifar10)"],"execution_count":7,"outputs":[{"output_type":"stream","text":["Help on function preprocess_cifar10 in module eecs598.data:\n","\n","preprocess_cifar10(cuda=True, show_examples=True, bias_trick=False, validation_ratio=0.2, dtype=torch.float32)\n","    Returns a preprocessed version of the CIFAR10 dataset, automatically\n","    downloading if necessary. We perform the following steps:\n","    \n","    (0) [Optional] Visualize some images from the dataset\n","    (1) Normalize the data by subtracting the mean\n","    (2) Reshape each image of shape (3, 32, 32) into a vector of shape (3072,)\n","    (3) [Optional] Bias trick: add an extra dimension of ones to the data\n","    (4) Carve out a validation set from the training set\n","    \n","    Inputs:\n","    - cuda: If true, move the entire dataset to the GPU\n","    - validation_ratio: Float in the range (0, 1) giving the fraction of the train\n","      set to reserve for validation\n","    - bias_trick: Boolean telling whether or not to apply the bias trick\n","    - show_examples: Boolean telling whether or not to visualize data samples\n","    - dtype: Optional, data type of the input image X\n","    \n","    Returns a dictionary with the following keys:\n","    - 'X_train': `dtype` tensor of shape (N_train, D) giving training images\n","    - 'X_val': `dtype` tensor of shape (N_val, D) giving val images\n","    - 'X_test': `dtype` tensor of shape (N_test, D) giving test images\n","    - 'y_train': int64 tensor of shape (N_train,) giving training labels\n","    - 'y_val': int64 tensor of shape (N_val,) giving val labels\n","    - 'y_test': int64 tensor of shape (N_test,) giving test labels\n","    \n","    N_train, N_val, and N_test are the number of examples in the train, val, and\n","    test sets respectively. The precise values of N_train and N_val are determined\n","    by the input parameter validation_ratio. D is the dimension of the image data;\n","    if bias_trick is False, then D = 32 * 32 * 3 = 3072;\n","    if bias_trick is True then D = 1 + 32 * 32 * 3 = 3073.\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"COCx2kM6XB3K"},"source":["We can now run the `eecs598.data.preprocess` function to get our data:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":657,"referenced_widgets":["c31035d1e35f4f85baac3aef4bf7a9ae","96fa2b5eeef44e468d64008c91b925a8","4844d6068f424f22a0c399e8550c9622","85d5188b9a5145b0a7aca694ac27fd0b","2ba2158e60704a5f9abf9151ad247d93","4b0f8e1600ba44268712fe534272f895","7f8f0dae5f5748b3bc9cb2785b6e114e","8497e0439ce04a7693121e984bf5b148"]},"id":"r_BhZ_6_XB3K","executionInfo":{"status":"ok","timestamp":1611468039280,"user_tz":480,"elapsed":19786,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"685f8604-6901-4a5f-aae7-36d7ad04a0a2"},"source":["# Invoke the above function to get our data. \n","import eecs598\n","\n","eecs598.reset_seed(0)\n","data_dict = eecs598.data.preprocess_cifar10(bias_trick=True, cuda=True, dtype=torch.float64)\n","print('Train data shape: ', data_dict['X_train'].shape)\n","print('Train labels shape: ', data_dict['y_train'].shape)\n","print('Validation data shape: ', data_dict['X_val'].shape)\n","print('Validation labels shape: ', data_dict['y_val'].shape)\n","print('Test data shape: ', data_dict['X_test'].shape)\n","print('Test labels shape: ', data_dict['y_test'].shape)"],"execution_count":8,"outputs":[{"output_type":"stream","text":["Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ./cifar-10-python.tar.gz\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c31035d1e35f4f85baac3aef4bf7a9ae","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["Extracting ./cifar-10-python.tar.gz to .\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x576 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["Train data shape:  torch.Size([40000, 3073])\n","Train labels shape:  torch.Size([40000])\n","Validation data shape:  torch.Size([10000, 3073])\n","Validation labels shape:  torch.Size([10000])\n","Test data shape:  torch.Size([10000, 3073])\n","Test labels shape:  torch.Size([10000])\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"0Lvdm4fm7iJC"},"source":["# SVM Classifier\n","\n","In this section, you will:\n","    \n","- implement a fully-vectorized **loss function** for the SVM\n","- implement the fully-vectorized expression for its **analytic gradient**\n","- **check your implementation** using numerical gradient\n","- use a validation set to **tune the learning rate and regularization** strength\n","- **optimize** the loss function with **SGD**\n","- **visualize** the final learned weights\n","\n","In Assignment 2, you SHOULD NOT use \".to()\" or \".cuda()\" in each implementation block. Otherwise, your implementation would gives you an error in Autograder end."]},{"cell_type":"markdown","metadata":{"id":"xTI4qN7S9aTr"},"source":["First, we will test the naive version of svm loss in `linear_classifier.py`. Let's first try the naive implementation of the loss we provided for you. You will get 9.000197. (Note: we've provided the `loss` part of the `svm_loss_naive` function, so you don't need to re-implement in `svm_loss_naive`. However, if your loss value doesn't match, then please report this to [Piazza](https://piazza.com/class/ke3a8m6u5wx647))"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Hxzu2uZq9P8P","executionInfo":{"status":"ok","timestamp":1611468070140,"user_tz":480,"elapsed":13028,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"3d8990f6-e689-4e23-ef69-b47cc29acbe0"},"source":["import eecs598\n","from linear_classifier import svm_loss_naive\n","\n","eecs598.reset_seed(0)\n","# generate a random SVM weight tensor of small numbers\n","W = torch.randn(3073, 10, dtype=data_dict['X_val'].dtype, device=data_dict['X_val'].device) * 0.0001 \n","\n","loss, _grad_ = svm_loss_naive(W, data_dict['X_val'], data_dict['y_val'], 0.000005)\n","print('loss: %f' % (loss, ))"],"execution_count":9,"outputs":[{"output_type":"stream","text":["loss: 9.000888\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"9LbRTXJ39Yp8"},"source":["The `_grad_` returned from the function above is right now all zero. Derive and implement the gradient for the SVM cost function and implement it inline inside the function `svm_loss_naive`, by filing out the TODO blocks. You will find it helpful to interleave your new code inside the existing function.\n","\n","To check that you have implemented the gradient correctly, we will use **numeric gradient checking**: we will use a finite differences approach to numerically estimate the gradient of the forward pass, and compare this numeric gradient to the analytic gradient that you implemented.\n","\n","We have provided a function `eecs598.grad.grad_check_sparse` to help with numeric gradient checking. You can learn more about this function using the `help` command:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wzie6dahXB3Q","executionInfo":{"status":"ok","timestamp":1611468070143,"user_tz":480,"elapsed":7447,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"b8a7287e-6037-4d1d-fdf0-61d9d147a84a"},"source":["import eecs598\n","help(eecs598.grad.grad_check_sparse)"],"execution_count":10,"outputs":[{"output_type":"stream","text":["Help on function grad_check_sparse in module eecs598.grad:\n","\n","grad_check_sparse(f, x, analytic_grad, num_checks=10, h=1e-07)\n","    Utility function to perform numeric gradient checking. We use the centered\n","    difference formula to compute a numeric derivative:\n","    \n","    f'(x) =~ (f(x + h) - f(x - h)) / (2h)\n","    \n","    Rather than computing a full numeric gradient, we sparsely sample a few\n","    dimensions along which to compute numeric derivatives.\n","    \n","    Inputs:\n","    - f: A function that inputs a torch tensor and returns a torch scalar\n","    - x: A torch tensor giving the point at which to evaluate the numeric gradient\n","    - analytic_grad: A torch tensor giving the analytic gradient of f at x\n","    - num_checks: The number of dimensions along which to check\n","    - h: Step size for computing numeric derivatives\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"pKc4v6a8XB3T"},"source":["Now run the following to perform numeric gradient checking on the gradients of your SVM loss. You should see relative errors less than `1e-5`."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"o3sMha4i9p_V","executionInfo":{"status":"ok","timestamp":1611468105166,"user_tz":480,"elapsed":3420,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"a9536d55-7389-4dd4-cbc8-a3b887f5f8f8"},"source":["import eecs598\n","from linear_classifier import svm_loss_naive\n","\n","# Once you've implemented the gradient, recompute it with the code below\n","# and gradient check it with the function we provided for you\n","\n","# Use a random W and a minibatch of data from the val set for gradient checking\n","# For numeric gradient checking it is a good idea to use 64-bit floating point\n","# numbers for increased numeric precision; however when actually training models\n","# we usually use 32-bit floating point numbers for increased speed.\n","eecs598.reset_seed(0)\n","W = 0.0001 * torch.randn(3073, 10, dtype=data_dict['X_val'].dtype, device=data_dict['X_val'].device)\n","batch_size = 64\n","X_batch = data_dict['X_val'][:batch_size]\n","y_batch = data_dict['y_val'][:batch_size]\n","\n","# Compute the loss and its gradient at W.\n","# YOUR_TURN: implement the gradient part of 'svm_loss_naive' function in \"linear_classifier.py\"\n","_, grad = svm_loss_naive(W, X_batch, y_batch, reg=0.0)\n","\n","# Numerically compute the gradient along several randomly chosen dimensions, and\n","# compare them with your analytically computed gradient. The numbers should\n","# match almost exactly along all dimensions.\n","f = lambda w: svm_loss_naive(w, X_batch, y_batch, reg=0.0)[0]\n","grad_numerical = eecs598.grad.grad_check_sparse(f, W, grad)"],"execution_count":13,"outputs":[{"output_type":"stream","text":["numerical: 0.031599 analytic: 0.031599, relative error: 1.477183e-08\n","numerical: 0.111444 analytic: 0.111444, relative error: 4.431883e-08\n","numerical: 0.011204 analytic: 0.011204, relative error: 1.104669e-06\n","numerical: -0.046128 analytic: -0.046128, relative error: 1.027247e-07\n","numerical: 0.071948 analytic: 0.071948, relative error: 9.044848e-08\n","numerical: 0.025688 analytic: 0.025688, relative error: 5.868910e-07\n","numerical: 0.185388 analytic: 0.185388, relative error: 5.137651e-09\n","numerical: -0.021740 analytic: -0.021740, relative error: 5.587245e-07\n","numerical: -0.159613 analytic: -0.159613, relative error: 3.621924e-08\n","numerical: 0.092690 analytic: 0.092690, relative error: 1.413149e-07\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"lSdsG-L292Ww"},"source":["Let's do the gradient check once again with regularization turned on. (You didn't forget the regularization gradient, did you?)\n","\n","You should see relative errors less than `1e-5`."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bH6lXxVn9xZk","executionInfo":{"status":"ok","timestamp":1611468115710,"user_tz":480,"elapsed":3317,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"4337680c-3085-41bb-b1bc-f010b2f35d81"},"source":["import eecs598\n","from linear_classifier import svm_loss_naive\n","\n","# Use a minibatch of data from the val set for gradient checking\n","eecs598.reset_seed(0)\n","W = 0.0001 * torch.randn(3073, 10, dtype=data_dict['X_val'].dtype, device=data_dict['X_val'].device)\n","batch_size = 64\n","X_batch = data_dict['X_val'][:batch_size]\n","y_batch = data_dict['y_val'][:batch_size]\n","\n","# Compute the loss and its gradient at W.\n","# YOUR_TURN: check your 'svm_loss_naive' implementation with different 'reg'\n","_, grad = svm_loss_naive(W, X_batch, y_batch, reg=1e3) \n","\n","# Numerically compute the gradient along several randomly chosen dimensions, and\n","# compare them with your analytically computed gradient. The numbers should\n","# match almost exactly along all dimensions.\n","f = lambda w: svm_loss_naive(w, X_batch, y_batch, reg=1e3)[0]\n","grad_numerical = eecs598.grad.grad_check_sparse(f, W, grad)"],"execution_count":14,"outputs":[{"output_type":"stream","text":["numerical: 0.124849 analytic: 0.124849, relative error: 1.319753e-08\n","numerical: 0.168915 analytic: 0.168915, relative error: 2.262948e-08\n","numerical: 0.148752 analytic: 0.148752, relative error: 7.142074e-08\n","numerical: -0.024936 analytic: -0.024936, relative error: 2.762127e-07\n","numerical: -0.008571 analytic: -0.008570, relative error: 8.814398e-07\n","numerical: -0.103155 analytic: -0.103155, relative error: 1.580856e-07\n","numerical: -0.335573 analytic: -0.335573, relative error: 3.421916e-09\n","numerical: -0.222176 analytic: -0.222176, relative error: 6.435054e-08\n","numerical: 0.681163 analytic: 0.681163, relative error: 1.232588e-08\n","numerical: -0.004090 analytic: -0.004089, relative error: 3.567819e-06\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"sc5Wtu-e-WlI"},"source":["Now, let's implement vectorized version of SVM: `svm_loss_vectorized`. It should compute the same inputs and outputs as the naive version before, but it should involve **no explicit loops**.\n","\n","Let's first check the speed and performance bewteen the non-vectorized and the vectorized version. You should see a 15-120x speedup. PyTorch does some extra setup the first time you run CUDA code, so **you may need to run this cell more than once to see the desired speedup**.\n","\n","(Note: It may have some difference, but should be less than 1e-6)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"pBLqLTAGo1Rs","executionInfo":{"status":"ok","timestamp":1611468137412,"user_tz":480,"elapsed":705,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"97213d3b-6337-4d95-9c55-061841aef420"},"source":["import eecs598\n","from linear_classifier import svm_loss_naive, svm_loss_vectorized\n","\n","# Use random weights and a minibatch of val data for gradient checking\n","eecs598.reset_seed(0)\n","W = 0.0001 * torch.randn(3073, 10, dtype=data_dict['X_val'].dtype, device=data_dict['X_val'].device)\n","X_batch = data_dict['X_val'][:128]\n","y_batch = data_dict['y_val'][:128]\n","reg = 0.000005\n","\n","# Run and time the naive version\n","torch.cuda.synchronize()\n","tic = time.time()\n","loss_naive, grad_naive = svm_loss_naive(W, X_batch, y_batch, reg)\n","torch.cuda.synchronize()\n","toc = time.time()\n","ms_naive = 1000.0 * (toc - tic)\n","print('Naive loss: %e computed in %.2fms' % (loss_naive, ms_naive))\n","\n","# Run and time the vectorized version\n","torch.cuda.synchronize()\n","tic = time.time()\n","# YOUR_TURN: implement the loss part of 'svm_loss_vectorized' function in \"linear_classifier.py\"\n","loss_vec, _ = svm_loss_vectorized(W, X_batch, y_batch, reg)\n","torch.cuda.synchronize()\n","toc = time.time()\n","ms_vec = 1000.0 * (toc - tic)\n","print('Vectorized loss: %e computed in %.2fms' % (loss_vec, ms_vec))\n","\n","# The losses should match but your vectorized implementation should be much faster.\n","print('Difference: %.2e' % (loss_naive - loss_vec))\n","print('Speedup: %.2fX' % (ms_naive / ms_vec))"],"execution_count":15,"outputs":[{"output_type":"stream","text":["Naive loss: 9.002394e+00 computed in 305.61ms\n","Vectorized loss: 9.002394e+00 computed in 14.17ms\n","Difference: -3.55e-15\n","Speedup: 21.57X\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"cRDPpAMl-0WD"},"source":["Then, let's compute the gradient of the loss function. We can check the difference of gradient as well. (The error should be less than 1e-6)\n","\n","Now implement a vectorized version of the gradient computation in `svm_loss_vectorize` above. Run the cell below to compare the gradient of your naive and vectorized implementations. The difference between the gradients should be less than `1e-6`, and the vectorized version should run 15-120x faster.\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3_SyWrTJ-OfX","executionInfo":{"status":"ok","timestamp":1611468143686,"user_tz":480,"elapsed":673,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"55dc177f-27f1-4d1b-b8b9-9a07cc47427b"},"source":["# The naive implementation and the vectorized implementation should match, but\n","# the vectorized version should still be much faster.\n","\n","import eecs598\n","from linear_classifier import svm_loss_naive, svm_loss_vectorized\n","\n","# Use random weights and a minibatch of val data for gradient checking\n","eecs598.reset_seed(0)\n","W = 0.0001 * torch.randn(3073, 10, dtype=data_dict['X_val'].dtype, device=data_dict['X_val'].device)\n","X_batch = data_dict['X_val'][:128]\n","y_batch = data_dict['y_val'][:128]\n","reg = 0.000005\n","\n","# Run and time the naive version\n","torch.cuda.synchronize()\n","tic = time.time()\n","_, grad_naive = svm_loss_naive(W, X_batch, y_batch, 0.000005)\n","torch.cuda.synchronize()\n","toc = time.time()\n","ms_naive = 1000.0 * (toc - tic)\n","print('Naive loss and gradient: computed in %.2fms' % ms_naive)\n","\n","# Run and time the vectorized version\n","torch.cuda.synchronize()\n","tic = time.time()\n","# YOUR_TURN: implement the gradient part of 'svm_loss_vectorized' function in \"linear_classifier.py\"\n","_, grad_vec = svm_loss_vectorized(W, X_batch, y_batch, 0.000005)\n","torch.cuda.synchronize()\n","toc = time.time()\n","ms_vec = 1000.0 * (toc - tic)\n","print('Vectorized loss and gradient: computed in %.2fms' % ms_vec)\n","\n","# The loss is a single number, so it is easy to compare the values computed\n","# by the two implementations. The gradient on the other hand is a tensor, so\n","# we use the Frobenius norm to compare them.\n","grad_difference = torch.norm(grad_naive - grad_vec, p='fro')\n","print('Gradient difference: %.2e' % grad_difference)\n","print('Speedup: %.2fX' % (ms_naive / ms_vec))"],"execution_count":16,"outputs":[{"output_type":"stream","text":["Naive loss and gradient: computed in 312.92ms\n","Vectorized loss and gradient: computed in 3.25ms\n","Gradient difference: 1.94e-14\n","Speedup: 96.20X\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"uU852IitCtrC"},"source":["Now that we have an efficient vectorized implementation of the SVM loss and its gradient, we can implement a training pipeline for linear classifiers.\n","\n","Please complete the implementation of `train_linear_classifier` in `linear_classifer.py`.\n"]},{"cell_type":"markdown","metadata":{"id":"c6IL1_D9wCbF"},"source":["Once you have implemented the training function, run the following cell to train a linear classifier using some default hyperparameters:\n","\n","(You should see a final loss close to 9.0, and your training loop should run in about two seconds)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QaEZkCe3-kOu","executionInfo":{"status":"ok","timestamp":1611468261453,"user_tz":480,"elapsed":2749,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"7e39282e-395e-4dc5-a7f8-fe833d652ade"},"source":["import eecs598\n","from linear_classifier import svm_loss_vectorized, train_linear_classifier\n","\n","# fix random seed before we perform this operation\n","eecs598.reset_seed(0)\n","\n","torch.cuda.synchronize()\n","tic = time.time()\n","\n","# YOUR_TURN: Implement how to construct the batch, \n","#            and how to update the weight in 'train_linear_classifier'\n","W, loss_hist = train_linear_classifier(svm_loss_vectorized, None, \n","                                       data_dict['X_train'], \n","                                       data_dict['y_train'], \n","                                       learning_rate=3e-11, reg=2.5e4,\n","                                       num_iters=1500, verbose=True)\n","\n","torch.cuda.synchronize()\n","toc = time.time()\n","print('That took %fs' % (toc - tic))"],"execution_count":19,"outputs":[{"output_type":"stream","text":["iteration 0 / 1500: loss 9.000785\n","iteration 100 / 1500: loss 9.000762\n","iteration 200 / 1500: loss 9.000777\n","iteration 300 / 1500: loss 9.000766\n","iteration 400 / 1500: loss 9.000778\n","iteration 500 / 1500: loss 9.000771\n","iteration 600 / 1500: loss 9.000772\n","iteration 700 / 1500: loss 9.000770\n","iteration 800 / 1500: loss 9.000772\n","iteration 900 / 1500: loss 9.000772\n","iteration 1000 / 1500: loss 9.000770\n","iteration 1100 / 1500: loss 9.000789\n","iteration 1200 / 1500: loss 9.000787\n","iteration 1300 / 1500: loss 9.000769\n","iteration 1400 / 1500: loss 9.000778\n","That took 2.471956s\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"n8mz9aXfDrsF"},"source":["A useful debugging strategy is to plot the loss as a function of iteration number. In this case it seems our hyperparameters are not good, since the training loss is not decreasing very fast.\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":522},"id":"JJ8GjaZS_MLe","executionInfo":{"status":"ok","timestamp":1611468267865,"user_tz":480,"elapsed":569,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"4f008d11-8a94-4555-ce14-6c48e48d58f9"},"source":["plt.plot(loss_hist, 'o')\n","plt.xlabel('Iteration number')\n","plt.ylabel('Loss value')\n","plt.show()"],"execution_count":20,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x576 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"DRdfknKsE6F2"},"source":["Then, let's move on to the prediction stage. We can evaluate the performance our trained model on both the training and validation set. You should see validation accuracy less than 20%."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YfToPzce_OBH","executionInfo":{"status":"ok","timestamp":1611468298753,"user_tz":480,"elapsed":499,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"0828e4f3-4fd6-4eda-ae1a-ffa6b3189734"},"source":["import eecs598\n","from linear_classifier import predict_linear_classifier\n","\n","# fix random seed before we perform this operation\n","eecs598.reset_seed(0)\n","\n","# evaluate the performance on both the training and validation set\n","# YOUR_TURN: Implement how to make a prediction with the trained weight \n","#            in 'predict_linear_classifier'\n","y_train_pred = predict_linear_classifier(W, data_dict['X_train'])\n","train_acc = 100.0 * (data_dict['y_train'] == y_train_pred).double().mean().item()\n","print('Training accuracy: %.2f%%' % train_acc)\n","\n","y_val_pred = predict_linear_classifier(W, data_dict['X_val'])\n","val_acc = 100.0 * (data_dict['y_val'] == y_val_pred).double().mean().item()\n","print('Validation accuracy: %.2f%%' % val_acc)"],"execution_count":22,"outputs":[{"output_type":"stream","text":["Training accuracy: 9.24%\n","Validation accuracy: 9.00%\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"VWIyGnMOFOV8"},"source":["Unfortunately, the performance of our initial model is quite bad. To find a better hyperparamters, we first modulized the functions that we've implemented as LinearSVM."]},{"cell_type":"markdown","metadata":{"id":"taNmjt2wGJQr"},"source":["Now, please use the validation set to tune hyperparameters (regularization strength and learning rate). You should experiment with different ranges for the learning rates and regularization strengths.\n","\n","To get full credit for the assignment your best model found through cross-validation should achieve an accuracy of at least 37% on the validation set.\n","\n","(Our best model got over 38.1% -- did you beat us?)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oVMsJ9Ti_Ude","executionInfo":{"status":"ok","timestamp":1611469175895,"user_tz":480,"elapsed":48563,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"be469777-8be6-47de-f8a4-c66ec810467d"},"source":["import os\n","import eecs598\n","from linear_classifier import LinearSVM, svm_get_search_params, test_one_param_set\n","\n","# YOUR_TURN: find the best learning_rates and regularization_strengths combination\n","#            in 'svm_get_search_params'\n","learning_rates, regularization_strengths = svm_get_search_params()\n","num_models = len(learning_rates) * len(regularization_strengths)\n","\n","####\n","# It is okay to comment out the following conditions when you are working on svm_get_search_params.\n","# But, please do not forget to reset back to the original setting once you are done.\n","if num_models > 25:\n","  raise Exception(\"Please do not test/submit more than 25 items at once\")\n","elif num_models < 5:\n","  raise Exception(\"Please present at least 5 parameter sets in your final ipynb\")\n","####\n","\n","\n","i = 0\n","# results is dictionary mapping tuples of the form\n","# (learning_rate, regularization_strength) to tuples of the form\n","# (train_acc, val_acc). \n","results = {}\n","best_val = -1.0   # The highest validation accuracy that we have seen so far.\n","best_svm_model = None # The LinearSVM object that achieved the highest validation rate.\n","num_iters = 2000 # number of iterations\n","\n","for lr in learning_rates:\n","  for reg in regularization_strengths:\n","    i += 1\n","    print('Training SVM %d / %d with learning_rate=%e and reg=%e'\n","          % (i, num_models, lr, reg))\n","    \n","    eecs598.reset_seed(0)\n","    # YOUR_TURN: implement a function that gives the trained model with \n","    #            train/validation accuracies in 'test_one_param_set'\n","    #            (note: this function will be used in Softmax Classifier section as well)\n","    cand_svm_model, cand_train_acc, cand_val_acc = test_one_param_set(LinearSVM(), data_dict, lr, reg, num_iters)\n","\n","    if cand_val_acc > best_val:\n","      best_val = cand_val_acc\n","      best_svm_model = cand_svm_model # save the svm\n","    results[(lr, reg)] = (cand_train_acc, cand_val_acc)\n","\n","\n","# Print out results.\n","for lr, reg in sorted(results):\n","  train_acc, val_acc = results[(lr, reg)]\n","  print('lr %e reg %e train accuracy: %f val accuracy: %f' % (\n","         lr, reg, train_acc, val_acc))\n","    \n","print('best validation accuracy achieved during cross-validation: %f' % best_val)\n","\n","# save the best model\n","path = os.path.join(GOOGLE_DRIVE_PATH, 'svm_best_model.pt')\n","best_svm_model.save(path)"],"execution_count":25,"outputs":[{"output_type":"stream","text":["Training SVM 1 / 15 with learning_rate=5.000000e-03 and reg=5.000000e-02\n","Training SVM 2 / 15 with learning_rate=5.000000e-03 and reg=5.500000e-02\n","Training SVM 3 / 15 with learning_rate=5.000000e-03 and reg=6.000000e-02\n","Training SVM 4 / 15 with learning_rate=5.000000e-03 and reg=6.500000e-02\n","Training SVM 5 / 15 with learning_rate=5.000000e-03 and reg=7.000000e-02\n","Training SVM 6 / 15 with learning_rate=6.000000e-03 and reg=5.000000e-02\n","Training SVM 7 / 15 with learning_rate=6.000000e-03 and reg=5.500000e-02\n","Training SVM 8 / 15 with learning_rate=6.000000e-03 and reg=6.000000e-02\n","Training SVM 9 / 15 with learning_rate=6.000000e-03 and reg=6.500000e-02\n","Training SVM 10 / 15 with learning_rate=6.000000e-03 and reg=7.000000e-02\n","Training SVM 11 / 15 with learning_rate=7.000000e-03 and reg=5.000000e-02\n","Training SVM 12 / 15 with learning_rate=7.000000e-03 and reg=5.500000e-02\n","Training SVM 13 / 15 with learning_rate=7.000000e-03 and reg=6.000000e-02\n","Training SVM 14 / 15 with learning_rate=7.000000e-03 and reg=6.500000e-02\n","Training SVM 15 / 15 with learning_rate=7.000000e-03 and reg=7.000000e-02\n","lr 5.000000e-03 reg 5.000000e-02 train accuracy: 0.402975 val accuracy: 0.389900\n","lr 5.000000e-03 reg 5.500000e-02 train accuracy: 0.402675 val accuracy: 0.388700\n","lr 5.000000e-03 reg 6.000000e-02 train accuracy: 0.402300 val accuracy: 0.388700\n","lr 5.000000e-03 reg 6.500000e-02 train accuracy: 0.401600 val accuracy: 0.387400\n","lr 5.000000e-03 reg 7.000000e-02 train accuracy: 0.400500 val accuracy: 0.386300\n","lr 6.000000e-03 reg 5.000000e-02 train accuracy: 0.402925 val accuracy: 0.389000\n","lr 6.000000e-03 reg 5.500000e-02 train accuracy: 0.402400 val accuracy: 0.388400\n","lr 6.000000e-03 reg 6.000000e-02 train accuracy: 0.401700 val accuracy: 0.387100\n","lr 6.000000e-03 reg 6.500000e-02 train accuracy: 0.400900 val accuracy: 0.385900\n","lr 6.000000e-03 reg 7.000000e-02 train accuracy: 0.400175 val accuracy: 0.385400\n","lr 7.000000e-03 reg 5.000000e-02 train accuracy: 0.403550 val accuracy: 0.389600\n","lr 7.000000e-03 reg 5.500000e-02 train accuracy: 0.402425 val accuracy: 0.388200\n","lr 7.000000e-03 reg 6.000000e-02 train accuracy: 0.401000 val accuracy: 0.387500\n","lr 7.000000e-03 reg 6.500000e-02 train accuracy: 0.400675 val accuracy: 0.386300\n","lr 7.000000e-03 reg 7.000000e-02 train accuracy: 0.399800 val accuracy: 0.386600\n","best validation accuracy achieved during cross-validation: 0.389900\n","Saved in drive/My Drive/EECS498-007/A2/svm_best_model.pt\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"wBbvJvMeGZ-7"},"source":["Visualize the cross-validation results. You can use this as a debugging tool -- after examining the cross-validation results here, you may want to go back and rerun your cross-validation from above."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":713},"id":"QbPffK9H_ZGj","executionInfo":{"status":"ok","timestamp":1611469550721,"user_tz":480,"elapsed":874,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"9522bd6d-c043-4ac5-fc88-102346efe023"},"source":["x_scatter = [math.log10(x[0]) for x in results]\n","y_scatter = [math.log10(x[1]) for x in results]\n","\n","# plot training accuracy\n","marker_size = 100\n","colors = [results[x][0] for x in results]\n","plt.scatter(x_scatter, y_scatter, marker_size, c=colors, cmap='viridis')\n","plt.colorbar()\n","plt.xlabel('log learning rate')\n","plt.ylabel('log regularization strength')\n","plt.title('CIFAR-10 training accuracy')\n","plt.gcf().set_size_inches(8, 5)\n","plt.show()\n","\n","# plot validation accuracy\n","colors = [results[x][1] for x in results] # default size of markers is 20\n","plt.scatter(x_scatter, y_scatter, marker_size, c=colors, cmap='viridis')\n","plt.colorbar()\n","plt.xlabel('log learning rate')\n","plt.ylabel('log regularization strength')\n","plt.title('CIFAR-10 validation accuracy')\n","plt.gcf().set_size_inches(8, 5)\n","plt.show()"],"execution_count":26,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x360 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x360 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"MCMVzxquGf1O"},"source":["Evaluate the best svm on test set. To get full credit for the assignment you should achieve a test-set accuracy above 35%.\n","\n","(Our best was over 39.1% -- did you beat us?)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"maJ7use3_soL","executionInfo":{"status":"ok","timestamp":1611469554680,"user_tz":480,"elapsed":343,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"871353a4-4fe7-40de-8fb6-7858d54bca61"},"source":["import eecs598\n","\n","eecs598.reset_seed(0)\n","y_test_pred = best_svm_model.predict(data_dict['X_test'])\n","test_accuracy = torch.mean((data_dict['y_test'] == y_test_pred).double())\n","print('linear SVM on raw pixels final test set accuracy: %f' % test_accuracy)"],"execution_count":27,"outputs":[{"output_type":"stream","text":["linear SVM on raw pixels final test set accuracy: 0.389400\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"I-QVIG4fGiqJ"},"source":["Visualize the learned weights for each class. Depending on your choice of learning rate and regularization strength, these may or may not be nice to look at."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":385},"id":"McLHYtFd_vSI","executionInfo":{"status":"ok","timestamp":1611469563827,"user_tz":480,"elapsed":620,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"1a0a5ef5-0d78-4ad7-f41d-31c30cff3f87"},"source":["w = best_svm_model.W[:-1,:] # strip out the bias\n","w = w.reshape(3, 32, 32, 10)\n","w = w.transpose(0, 2).transpose(1, 0)\n","\n","w_min, w_max = torch.min(w), torch.max(w)\n","classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n","for i in range(10):\n","  plt.subplot(2, 5, i + 1)\n","\n","  # Rescale the weights to be between 0 and 255\n","  wimg = 255.0 * (w[:, :, :, i].squeeze() - w_min) / (w_max - w_min)\n","  plt.imshow(wimg.type(torch.uint8).cpu())\n","  plt.axis('off')\n","  plt.title(classes[i])"],"execution_count":28,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x576 with 10 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"DkuwyMY27RxS"},"source":["# Softmax Classifier\n","\n","Similar to the SVM, you will:\n","\n","- implement a fully-vectorized **loss function** for the Softmax classifier\n","- implement the fully-vectorized expression for its **analytic gradient**\n","- **check your implementation** with numerical gradient\n","- use a validation set to **tune the learning rate and regularization** strength\n","- **optimize** the loss function with **SGD**\n","- **visualize** the final learned weights\n","\n","As noted in the SVM section, you SHOULD NOT use \".to()\" or \".cuda()\" in each implementation block."]},{"cell_type":"markdown","metadata":{"id":"hLJMVGtvIgo3"},"source":["First, let's start from implementing the naive softmax loss function with nested loops in `softmax_loss_naive` function."]},{"cell_type":"markdown","metadata":{"id":"cER8fiSq7Ys-"},"source":["As a sanity check to see whether we have implemented the loss correctly, run the softmax classifier with a small random weight matrix and no regularization. You should see loss near log(10) = 2.3"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"V9q77O7F7VI6","executionInfo":{"status":"ok","timestamp":1611469616359,"user_tz":480,"elapsed":365,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"46a8a33a-7e90-4419-d30e-44dda20c14ef"},"source":["import eecs598\n","from linear_classifier import softmax_loss_naive\n","\n","eecs598.reset_seed(0)\n","# Generate a random softmax weight tensor and use it to compute the loss.\n","W = 0.0001 * torch.randn(3073, 10, dtype=data_dict['X_val'].dtype, device=data_dict['X_val'].device)\n","\n","X_batch = data_dict['X_val'][:128]\n","y_batch = data_dict['y_val'][:128]\n","\n","# YOUR_TURN: Complete the implementation of softmax_loss_naive and implement \n","# a (naive) version of the gradient that uses nested loops.\n","loss, _ = softmax_loss_naive(W, X_batch, y_batch, reg=0.0)\n","\n","# As a rough sanity check, our loss should be something close to log(10.0).\n","print('loss: %f' % loss)\n","print('sanity check: %f' % (math.log(10.0)))"],"execution_count":29,"outputs":[{"output_type":"stream","text":["loss: 2.302826\n","sanity check: 2.302585\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"5QJzUHl5I0HH"},"source":["Next, we use gradient checking to debug the analytic gradient of our naive softmax loss function. If you've implemented the gradient correctly, you should see relative errors less than `1e-5`.\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Lj6YpN3q1hVG","executionInfo":{"status":"ok","timestamp":1611469619598,"user_tz":480,"elapsed":3599,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"992e1ce7-9262-47f4-c495-a062d9691cd2"},"source":["import eecs598\n","from linear_classifier import softmax_loss_naive\n","\n","eecs598.reset_seed(0)\n","W = 0.0001 * torch.randn(3073, 10, dtype=data_dict['X_val'].dtype, device=data_dict['X_val'].device)\n","\n","X_batch = data_dict['X_val'][:128]\n","y_batch = data_dict['y_val'][:128]\n","\n","# YOUR_TURN: Complete the implementation of softmax_loss_naive and implement \n","# a (naive) version of the gradient that uses nested loops.\n","_, grad = softmax_loss_naive(W, X_batch, y_batch, reg=0.0)\n","\n","f = lambda w: softmax_loss_naive(w, X_batch, y_batch, reg=0.0)[0]\n","eecs598.grad.grad_check_sparse(f, W, grad, 10)"],"execution_count":30,"outputs":[{"output_type":"stream","text":["numerical: 0.003046 analytic: 0.003046, relative error: 6.905544e-07\n","numerical: 0.006308 analytic: 0.006308, relative error: 1.634984e-07\n","numerical: 0.005392 analytic: 0.005392, relative error: 1.405124e-07\n","numerical: 0.002581 analytic: 0.002581, relative error: 3.686465e-07\n","numerical: 0.007512 analytic: 0.007512, relative error: 5.355997e-07\n","numerical: 0.006417 analytic: 0.006417, relative error: 2.082438e-07\n","numerical: 0.011391 analytic: 0.011391, relative error: 3.840508e-07\n","numerical: 0.001822 analytic: 0.001822, relative error: 1.150755e-06\n","numerical: -0.014710 analytic: -0.014710, relative error: 1.921905e-07\n","numerical: -0.005153 analytic: -0.005153, relative error: 1.784401e-07\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"cFcgeajBI-L3"},"source":["Let's perform another gradient check with regularization enabled. Again you should see relative errors less than `1e-5`."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Ik0i21sszZzg","executionInfo":{"status":"ok","timestamp":1611469623245,"user_tz":480,"elapsed":7243,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"467ad519-4a02-4abf-f54d-138540cd096c"},"source":["import eecs598\n","from linear_classifier import softmax_loss_naive\n","\n","eecs598.reset_seed(128)\n","W = 0.0001 * torch.randn(3073, 10, dtype=data_dict['X_val'].dtype, device=data_dict['X_val'].device)\n","reg = 10.0\n","\n","X_batch = data_dict['X_val'][:128]\n","y_batch = data_dict['y_val'][:128]\n","\n","# YOUR_TURN: Complete the gradient compuation part of softmax_loss_naive \n","_, grad = softmax_loss_naive(W, X_batch, y_batch, reg)\n","\n","f = lambda w: softmax_loss_naive(w, X_batch, y_batch, reg)[0]\n","eecs598.grad.grad_check_sparse(f, W, grad, 10)"],"execution_count":31,"outputs":[{"output_type":"stream","text":["numerical: 0.004914 analytic: 0.004914, relative error: 2.278993e-07\n","numerical: 0.005887 analytic: 0.005887, relative error: 5.745467e-07\n","numerical: 0.006309 analytic: 0.006309, relative error: 1.722600e-07\n","numerical: 0.001580 analytic: 0.001580, relative error: 2.280629e-07\n","numerical: 0.005839 analytic: 0.005839, relative error: 4.622844e-07\n","numerical: 0.006800 analytic: 0.006800, relative error: 2.230951e-08\n","numerical: 0.011465 analytic: 0.011465, relative error: 2.524141e-07\n","numerical: 0.002314 analytic: 0.002314, relative error: 9.004175e-07\n","numerical: -0.016813 analytic: -0.016813, relative error: 3.205115e-07\n","numerical: -0.006673 analytic: -0.006673, relative error: 7.653953e-09\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"JQgRzrdRJAm7"},"source":["Then, let's move on to the vectorized form: `softmax_loss_vectorized`."]},{"cell_type":"markdown","metadata":{"id":"88xZ0rbLJGKV"},"source":["Now that we have a naive implementation of the softmax loss function and its gradient, implement a vectorized version in softmax_loss_vectorized. The two versions should compute the same results, but the vectorized version should be much faster.\n","\n","The differences between the naive and vectorized losses and gradients should both be less than `1e-6`, and your vectorized implementation should be at least 20x faster than the naive implementation."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lGNAe-oP1dds","executionInfo":{"status":"ok","timestamp":1611469780416,"user_tz":480,"elapsed":494,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"d93d35a4-08bd-460c-a3b2-aa6ad41c5a08"},"source":["import eecs598\n","from linear_classifier import softmax_loss_naive, softmax_loss_vectorized\n","\n","eecs598.reset_seed(0)\n","W = 0.0001 * torch.randn(3073, 10, dtype=data_dict['X_val'].dtype, device=data_dict['X_val'].device)\n","reg = 0.05\n","\n","X_batch = data_dict['X_val'][:128]\n","y_batch = data_dict['y_val'][:128]\n","\n","# Run and time the naive version\n","torch.cuda.synchronize()\n","tic = time.time()\n","loss_naive, grad_naive = softmax_loss_naive(W, X_batch, y_batch, reg)\n","torch.cuda.synchronize()\n","toc = time.time()\n","ms_naive = 1000.0 * (toc - tic)\n","print('naive loss: %e computed in %fs' % (loss_naive, ms_naive))\n","\n","# Run and time the vectorized version\n","# YOUR_TURN: Complete the implementation of softmax_loss_vectorized\n","torch.cuda.synchronize()\n","tic = time.time()\n","loss_vec, grad_vec = softmax_loss_vectorized(W, X_batch, y_batch, reg)\n","torch.cuda.synchronize()\n","toc = time.time()\n","ms_vec = 1000.0 * (toc - tic)\n","print('vectorized loss: %e computed in %fs' % (loss_vec, ms_vec))\n","\n","# we use the Frobenius norm to compare the two versions of the gradient.\n","loss_diff = (loss_naive - loss_vec).abs().item()\n","grad_diff = torch.norm(grad_naive - grad_vec, p='fro')\n","print('Loss difference: %.2e' % loss_diff)\n","print('Gradient difference: %.2e' % grad_diff)\n","print('Speedup: %.2fX' % (ms_naive / ms_vec))"],"execution_count":33,"outputs":[{"output_type":"stream","text":["naive loss: 2.302841e+00 computed in 150.893927s\n","vectorized loss: 2.302841e+00 computed in 2.954483s\n","Loss difference: 8.88e-16\n","Gradient difference: 4.48e-16\n","Speedup: 51.07X\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"bqZScXKyq6WB"},"source":["Let's check that your implementation of the softmax loss is numerically stable.\n","\n","If either of the following print `nan` then you should double-check the numeric stability of your implementations."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bCyFPWxxq58R","executionInfo":{"status":"ok","timestamp":1611469783549,"user_tz":480,"elapsed":462,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"a0bc7837-5387-4783-d71d-735d16595c1e"},"source":["import eecs598\n","from linear_classifier import softmax_loss_naive, softmax_loss_vectorized\n","\n","eecs598.reset_seed(0)\n","device = data_dict['X_train'].device\n","dtype = data_dict['X_train'].dtype\n","D = data_dict['X_train'].shape[1]\n","C = 10\n","\n","# YOUR_TURN??: train_linear_classifier should be same as what you've implemented in the SVM section\n","W_ones = torch.ones(D, C, device=device, dtype=dtype)\n","W, loss_hist = train_linear_classifier(softmax_loss_naive, W_ones, \n","                                       data_dict['X_train'], \n","                                       data_dict['y_train'], \n","                                       learning_rate=1e-8, reg=2.5e4,\n","                                       num_iters=1, verbose=True)\n","\n","\n","W_ones = torch.ones(D, C, device=device, dtype=dtype)\n","W, loss_hist = train_linear_classifier(softmax_loss_vectorized, W_ones, \n","                                       data_dict['X_train'], \n","                                       data_dict['y_train'], \n","                                       learning_rate=1e-8, reg=2.5e4,\n","                                       num_iters=1, verbose=True)\n"],"execution_count":34,"outputs":[{"output_type":"stream","text":["iteration 0 / 1: loss 768250002.302585\n","iteration 0 / 1: loss 768250002.302585\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"kR4JGKoek8FB"},"source":["Now lets train a softmax classifier with some default hyperparameters:\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Kqga1rvjk7b8","executionInfo":{"status":"ok","timestamp":1611469791145,"user_tz":480,"elapsed":2484,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"948c7adf-32c8-4c0f-a20c-6b2328a186fb"},"source":["import eecs598\n","from linear_classifier import softmax_loss_vectorized\n","\n","eecs598.reset_seed(0)\n","\n","torch.cuda.synchronize()\n","tic = time.time()\n","\n","# YOUR_TURN??: train_linear_classifier should be same as what you've implemented in the SVM section\n","W, loss_hist = train_linear_classifier(softmax_loss_vectorized, None, \n","                                       data_dict['X_train'], \n","                                       data_dict['y_train'], \n","                                       learning_rate=1e-10, reg=2.5e4,\n","                                       num_iters=1500, verbose=True)\n","\n","torch.cuda.synchronize()\n","toc = time.time()\n","print('That took %fs' % (toc - tic))"],"execution_count":35,"outputs":[{"output_type":"stream","text":["iteration 0 / 1500: loss 2.303356\n","iteration 100 / 1500: loss 2.303353\n","iteration 200 / 1500: loss 2.303354\n","iteration 300 / 1500: loss 2.303352\n","iteration 400 / 1500: loss 2.303352\n","iteration 500 / 1500: loss 2.303351\n","iteration 600 / 1500: loss 2.303350\n","iteration 700 / 1500: loss 2.303349\n","iteration 800 / 1500: loss 2.303349\n","iteration 900 / 1500: loss 2.303348\n","iteration 1000 / 1500: loss 2.303347\n","iteration 1100 / 1500: loss 2.303348\n","iteration 1200 / 1500: loss 2.303347\n","iteration 1300 / 1500: loss 2.303345\n","iteration 1400 / 1500: loss 2.303345\n","That took 2.162102s\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"QKjxCGwkorCc"},"source":["Plot the loss curve:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":522},"id":"K29x-DWNoujL","executionInfo":{"status":"ok","timestamp":1611469797520,"user_tz":480,"elapsed":576,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"9721bf5e-5e11-4fef-974d-e1e70513f24d"},"source":["plt.plot(loss_hist, 'o')\n","plt.xlabel('Iteration number')\n","plt.ylabel('Loss value')\n","plt.show()"],"execution_count":36,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x576 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"7WvpBuJWSwfd"},"source":["Let's compute the accuracy of current model. It should be less than 10%."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zb8kY2MjSvfH","executionInfo":{"status":"ok","timestamp":1611469804963,"user_tz":480,"elapsed":479,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"0a08f3dd-2e37-4aa4-e2de-9281647cd7ce"},"source":["import eecs598\n","from linear_classifier import predict_linear_classifier\n","\n","eecs598.reset_seed(0)\n","\n","# evaluate the performance on both the training and validation set\n","# YOUR_TURN??: predict_linear_classifier should be same as what you've implemented before, in the SVM section\n","y_train_pred = predict_linear_classifier(W, data_dict['X_train'])\n","train_acc = 100.0 * (data_dict['y_train'] == y_train_pred).double().mean().item()\n","print('training accuracy: %.2f%%' % train_acc)\n","y_val_pred = predict_linear_classifier(W, data_dict['X_val'])\n","val_acc = 100.0 * (data_dict['y_val'] == y_val_pred).double().mean().item()\n","print('validation accuracy: %.2f%%' % val_acc)"],"execution_count":37,"outputs":[{"output_type":"stream","text":["training accuracy: 8.90%\n","validation accuracy: 8.54%\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"IuV0BZvzJirI"},"source":["Now use the validation set to tune hyperparameters (regularization strength and learning rate). You should experiment with different ranges for the learning rates and regularization strengths.\n","\n","To get full credit for the assignment, your best model found through cross-validation should achieve an accuracy above 0.37 on the validation set.\n","\n","(Our best model was above 39.8% -- did you beat us?)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"68lmNVj31ddu","executionInfo":{"status":"ok","timestamp":1611469873305,"user_tz":480,"elapsed":25619,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"cf6b909f-9f8e-4f10-b610-29c83f2210db"},"source":["import os\n","import eecs598\n","from linear_classifier import Softmax, softmax_get_search_params, test_one_param_set\n","\n","# YOUR_TURN: find the best learning_rates and regularization_strengths combination\n","#            in 'softmax_get_search_params'\n","learning_rates, regularization_strengths = softmax_get_search_params()\n","num_models = len(learning_rates) * len(regularization_strengths)\n","\n","####\n","# It is okay to comment out the following conditions when you are working on svm_get_search_params.\n","# But, please do not forget to reset back to the original setting once you are done.\n","if num_models > 25:\n","  raise Exception(\"Please do not test/submit more than 25 items at once\")\n","elif num_models < 5:\n","  raise Exception(\"Please present at least 5 parameter sets in your final ipynb\")\n","####\n","\n","\n","i = 0\n","# As before, store your cross-validation results in this dictionary.\n","# The keys should be tuples of (learning_rate, regularization_strength) and\n","# the values should be tuples (train_acc, val_acc)\n","results = {}\n","best_val = -1.0   # The highest validation accuracy that we have seen so far.\n","best_softmax_model = None # The Softmax object that achieved the highest validation rate.\n","num_iters = 2000 # number of iterations\n","\n","for lr in learning_rates:\n","  for reg in regularization_strengths:\n","    i += 1\n","    print('Training Softmax %d / %d with learning_rate=%e and reg=%e'\n","          % (i, num_models, lr, reg))\n","    \n","    eecs598.reset_seed(0)\n","    cand_softmax_model, cand_train_acc, cand_val_acc = test_one_param_set(Softmax(), data_dict, lr, reg, num_iters)\n","\n","    if cand_val_acc > best_val:\n","      best_val = cand_val_acc\n","      best_softmax_model = cand_softmax_model # save the classifier\n","    results[(lr, reg)] = (cand_train_acc, cand_val_acc)\n","\n","\n","# Print out results.\n","for lr, reg in sorted(results):\n","  train_acc, val_acc = results[(lr, reg)]\n","  print('lr %e reg %e train accuracy: %f val accuracy: %f' % (\n","         lr, reg, train_acc, val_acc))\n","    \n","print('best validation accuracy achieved during cross-validation: %f' % best_val)\n","\n","# save the best model\n","path = os.path.join(GOOGLE_DRIVE_PATH, 'softmax_best_model.pt')\n","best_softmax_model.save(path)"],"execution_count":38,"outputs":[{"output_type":"stream","text":["Training Softmax 1 / 9 with learning_rate=1.000000e-02 and reg=1.000000e-05\n","Training Softmax 2 / 9 with learning_rate=1.000000e-02 and reg=1.000000e-04\n","Training Softmax 3 / 9 with learning_rate=1.000000e-02 and reg=1.000000e-03\n","Training Softmax 4 / 9 with learning_rate=1.000000e-01 and reg=1.000000e-05\n","Training Softmax 5 / 9 with learning_rate=1.000000e-01 and reg=1.000000e-04\n","Training Softmax 6 / 9 with learning_rate=1.000000e-01 and reg=1.000000e-03\n","Training Softmax 7 / 9 with learning_rate=1.000000e+00 and reg=1.000000e-05\n","Training Softmax 8 / 9 with learning_rate=1.000000e+00 and reg=1.000000e-04\n","Training Softmax 9 / 9 with learning_rate=1.000000e+00 and reg=1.000000e-03\n","lr 1.000000e-02 reg 1.000000e-05 train accuracy: 0.406625 val accuracy: 0.390700\n","lr 1.000000e-02 reg 1.000000e-04 train accuracy: 0.406675 val accuracy: 0.390700\n","lr 1.000000e-02 reg 1.000000e-03 train accuracy: 0.406650 val accuracy: 0.390300\n","lr 1.000000e-01 reg 1.000000e-05 train accuracy: 0.435000 val accuracy: 0.403900\n","lr 1.000000e-01 reg 1.000000e-04 train accuracy: 0.434725 val accuracy: 0.403400\n","lr 1.000000e-01 reg 1.000000e-03 train accuracy: 0.432525 val accuracy: 0.402800\n","lr 1.000000e+00 reg 1.000000e-05 train accuracy: 0.364700 val accuracy: 0.323800\n","lr 1.000000e+00 reg 1.000000e-04 train accuracy: 0.383325 val accuracy: 0.340100\n","lr 1.000000e+00 reg 1.000000e-03 train accuracy: 0.326800 val accuracy: 0.312100\n","best validation accuracy achieved during cross-validation: 0.403900\n","Saved in drive/My Drive/EECS498-007/A2/softmax_best_model.pt\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"efougAmNCFLo"},"source":["Run the following to visualize your cross-validation results:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":713},"id":"IVhRe3-DBjPr","executionInfo":{"status":"ok","timestamp":1611470112019,"user_tz":480,"elapsed":621,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"fa1cfbd6-5b48-4304-9d12-5c38c9250efe"},"source":["x_scatter = [math.log10(x[0]) for x in results]\n","y_scatter = [math.log10(x[1]) for x in results]\n","\n","# plot training accuracy\n","marker_size = 100\n","colors = [results[x][0] for x in results]\n","plt.scatter(x_scatter, y_scatter, marker_size, c=colors, cmap='viridis')\n","plt.colorbar()\n","plt.xlabel('log learning rate')\n","plt.ylabel('log regularization strength')\n","plt.title('CIFAR-10 training accuracy')\n","plt.gcf().set_size_inches(8, 5)\n","plt.show()\n","\n","# plot validation accuracy\n","colors = [results[x][1] for x in results] # default size of markers is 20\n","plt.scatter(x_scatter, y_scatter, marker_size, c=colors, cmap='viridis')\n","plt.colorbar()\n","plt.xlabel('log learning rate')\n","plt.ylabel('log regularization strength')\n","plt.title('CIFAR-10 validation accuracy')\n","plt.gcf().set_size_inches(8, 5)\n","plt.show()"],"execution_count":39,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x360 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x360 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"fbOlUcv6J7MM"},"source":["Them, evaluate the performance of your best model on test set. To get full credit for this assignment you should achieve a test-set accuracy above 0.36.\n","\n","(Our best was just around 39.9% -- did you beat us?)\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-wxkVdB-1ddx","executionInfo":{"status":"ok","timestamp":1611470114154,"user_tz":480,"elapsed":310,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"8f894c71-8369-4a7d-f03d-a3eefa024ba3"},"source":["y_test_pred = best_softmax_model.predict(data_dict['X_test'])\n","test_accuracy = torch.mean((data_dict['y_test'] == y_test_pred).double())\n","print('softmax on raw pixels final test set accuracy: %f' % (test_accuracy, ))"],"execution_count":40,"outputs":[{"output_type":"stream","text":["softmax on raw pixels final test set accuracy: 0.403500\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Joo4RbeoKECC"},"source":["Finally, let's visualize the learned weights for each class"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":385},"id":"XDfxI7mR1ddz","executionInfo":{"status":"ok","timestamp":1611470116249,"user_tz":480,"elapsed":564,"user":{"displayName":"김진혁","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh-KNOJTlJhKZYC2IjbUIPFTFKWoCXbFj273Tuhrg=s64","userId":"18139102342976554490"}},"outputId":"87c95257-dd8e-4fb1-8657-e5bcd7e75ff5"},"source":["w = best_softmax_model.W[:-1,:] # strip out the bias\n","w = w.reshape(3, 32, 32, 10)\n","w = w.transpose(0, 2).transpose(1, 0)\n","\n","w_min, w_max = torch.min(w), torch.max(w)\n","\n","classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n","for i in range(10):\n","  plt.subplot(2, 5, i + 1)\n","\n","  # Rescale the weights to be between 0 and 255\n","  wimg = 255.0 * (w[:, :, :, i].squeeze() - w_min) / (w_max - w_min)\n","  plt.imshow(wimg.type(torch.uint8).cpu())\n","  plt.axis('off')\n","  plt.title(classes[i])"],"execution_count":41,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x576 with 10 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]}]}